From ad-hoc ChatGPT to structured AI: a practical roadmap

Sources:

• Samsung Electronics: Banned ChatGPT for all staff after employees leaked proprietary semiconductor data into the tool (April 2023) — reuters.com
• BCS: "Most organisations don't have an AI problem, they have a knowledge problem. Trust beats intelligence." — Danny Major MBCS, July 2026
• BCS: "The gap between UK SMEs' AI ambitions and adoption is not primarily a technology problem. It is a design problem." — Itunu Ijila MBCS, July 2026
• BCC/Atos: "Powering Productivity: AI and the Future of UK Work" (March 2026) — 54% of UK SMEs actively using AI
• UK ICO: "AI and data protection" — accountability framework for AI deployments